CHAOSS Metrics Overview and Examples

•

0 gostou•14 visualizações

The CHAOSS community develops metrics, software, and programs for observing and improving open source project health. This talk will provide an overview of the CHAOSS project along with examples of how some of these metrics are being used at VMware.

Software

©2022 VMware, Inc. @geekygirldawn
CHAOSS Metrics
Overview
and Examples
Epiverse June 7, 2022
Dr. Dawn M. Foster
Director of OSS Community Strategy
fosterd@vmware.com fastwonderblog.com
Open Source at VMware @vmwopensource
blogs.vmware.com/opensource

©2022 VMware, Inc. @geekygirldawn 2
whoami
• Geek, traveler, reader
• 20+ yr tech career focused on community
& open source
(Intel, Puppet, Scale Factory, …)
• CHAOSS Board and Maintainer
• TODO Group Steering and OpenUK Board
• CNCF TAG Contributor Strategy co-chair
• PhD from the University of Greenwich
focused on Linux kernel collaboration
Photos by Mom, ,

@geekygirldawn
Community Health Analytics
Open Source Software
https://chaoss.community/
https://github.com/chaoss

@geekygirldawn
Why CHAOSS?
Contributors, communities,
and organizations
Image by the CNCF
CC BY-NC 2.0

@geekygirldawn
Why CHAOSS?
Photo by Kate Ter Haar - CC BY 2.0
Develop metrics and software that
help people make decisions

@geekygirldawn
GrimoireLab
• Risk
• DEI
• Evolution
• Value
• Common
CHAOSS Structure
Software Metrics Programs
• Metric Models
• Badging
• Mentorship

@geekygirldawn
Metrics Definition Examples
https://chaoss.community/metrics/
Common DEI Evolution Risk Value
• Programming
Language
Distribution
• Types of
Contributions
• Burstiness
• Time to First
Response
• Time to Close
• Organizational
Diversity
• Event Family
Friendliness
• Event Accessibility
• Board / Council
Diversity
• Inclusive
Leadership
• Mentorship
• Documentation
Usability
• Code Changes
Commits
• Change Requests
Accepted
• Change Request
Duration
• Issue Age
• Inactive
Contributors
• New Contributors
• Bus Factor
• Elephant Factor
• Defect Resolution
Time
• Test Coverage
• Libyears
• Upstream Code
Dependencies
• License Coverage
• Academic Open
Source Project
Impact
• Project Velocity
• Project
Recommendability
• Job Opportunities
• Organizational
Influence
• Labor Investment

©2022 VMware, Inc. @geekygirldawn
10,000+ repos
100s of contributors / maintainers
9
VMware OSPO Challenge
Image by CC BY-NC 2.0

©2022 VMware, Inc. @geekygirldawn
Cut through the noise with
4 simple custom charts
generated using Augur data
10
The OSPO Solution - Augur
Photo by chumlee10 - CC BY-SA 2.0

©2022 VMware, Inc. @geekygirldawn 15
Community management - GrimoireLab

©2022 VMware, Inc. @geekygirldawn 16
Community management - GrimoireLab

©2022 VMware, Inc. @geekygirldawn 17
Community management - GrimoireLab
BMI: Backlog Management Index: # of closed issues / # of open ones. Measures efficiency closing issues.
Lead time: the time expressed in days between the opening and closing of an issue. Shown in average.

©2022 VMware, Inc. @geekygirldawn
Focus on interpretation
and improvement,
not punishment
18
My Approach

@geekygirldawn
Other Examples
• Gender Diversity Analysis in the OpenStack Community (PDF)
• Huawei uses CHAOSS to understand project health (podcast)
• Rochester Institute of Technology OSPO metrics (podcast)
• Google understanding the lifecycle of OSS projects (podcast)
• Internews OSS Lightweight Needs Assessment Toolkit (podcast)

@geekygirldawn
How to Get Involved
• Participate with software, metrics, or a program
• https://chaoss.community/participate/
• Twitter: @CHAOSSProj
• YouTube: Search CHAOSS
• Slack: CHAOSS Community

@geekygirldawn
More Details
https://chaoss.community/
https://github.com/chaoss

©2022 VMware, Inc. @geekygirldawn
Dr. Dawn M. Foster
fosterd@vmware.com
fastwonderblog.com
Open Source at VMware
blogs.vmware.com/opensource
@vmwopensource
22
Thank You!

Mais conteúdo relacionado

Semelhante a CHAOSS Metrics Overview and Examples

Collaborative Leadership: Governance Beyond Company Affiliation

Dawn Foster

The unbridled success of Kubernetes can be attributed in part to being in the CNCF. Putting Kubernetes under a neutral foundation provided a level playing field where each of us could contribute, collaborate, and innovate as equals to create a widely adopted solution that we can all use. Open source projects that are controlled by a single company are at a greater risk of changes that are not aligned with community interests, whereas projects that are under neutral foundations have a lower risk both for end users and software vendors. The audience will get practical advice about creating a fair and neutral governance structure and processes for your open source project along with tips for how to determine whether a foundation is neutral.

Collaborative Leadership: Governance Beyond Company Affiliation

Dawn Foster

Is this Open Source Project Healthy or Lifeless?

Dawn Foster

Presented by: Dawn Foster, VMware Presented at All Things Open 2020 Abstract: Most of us bet large parts of our business on open source technologies, but how do we decide which projects will continue to be healthy and viable? While there are no sure bets, there are ways we can evaluate these projects to understand our risks and decide which projects are likely to be successful. This talk will propose questions to ask and how to interpret the answers, including: * Does the project make regular releases and quickly patch security vulnerabilities? These projects may be more secure. * Is the project under a foundation, or is it owned by a company? Company owned projects are at a greater risk of changes that are not aligned with community interests. * How is the project governed, and can others move into leadership positions? Having neutral, preferably elected, leadership provides opportunities for you to influence project decision-making. * How many people are core contributors, and are they from a diverse set of employers? There should be enough people that the project would continue if something happened to a single person or company. The audience will walk away with practical advice about how to assess risk and evaluate projects for your organization.

Is this Open Source Project Healthy or Lifeless?

All Things Open

Measuring Project Health at VMware

Dawn Foster

Navigating Open Source Risk

Dawn Foster

Presented at All Things Open 2022 Presented by Dawn Foster Title: GitHub API 101 with Python and Jupyter Notebooks Abstract: The GitHub APIs are powerful tools for accessing data about your open source projects, and they are easier to use than many people realize. While you can perform data analysis that requires advanced skills, you can also gather some very useful information quickly and easily with just a bit of knowledge about the API and some basic Python programming skills. The talk assumes that audience members have already installed and used Jupyter Notebooks and Python. Since this is an introductory 101 talk, the focus will be on the GitHub REST API (v3), but the GraphQL API (v4) will also be discussed. This talk will use Jupyter Notebooks and Python to cover: * Getting started: documentation, authentication, personal access tokens, and ethical use * Demo: gathering data about users (employer, email, orgs, bio, type, …) * Demo: getting data about organizations (description, creation date, … * Demo: accessing data about repositories (last updated, open issues / PRs, license, …) * Pros and cons of using the REST API and the GraphQL API with a simple GraphQL demo. The audience will walk away with an understanding of how to use the GitHub API to gather some basic information along with the link to a GitHub repository containing the notebooks, demos, and other materials from the session.

GitHub API 101 with Python and Jupyter Notebooks

All Things Open

The goal of this talk is to provide some resources to help everyone feel included and welcome as a conference speaker. Open source conferences are always striving to increase the diversity of their speakers by recruiting new speakers and encouraging people from underrepresented groups to submit talks. But how do you decide what topic to cover? What can you do to help your topic stand out? How do you prevent imposter syndrome from getting in the way of your success as a speaker? You do not need to be the world’s leading expert on a topic to give a presentation. You just need to know a few things that can help other people learn enough about the topic to get started. By bringing your authentic voice and unique perspective to the topic, people will walk away from your talk with new insights that they wouldn’t get from another speaker. This talk will cover: Selecting a topic and a conference for your topic. Writing a title and abstract that will increase the chances of your talk being accepted. The importance of your bio during the talk selection process. Tips for writing and preparing your presentation. The audience will walk away with practical advice about writing and submitting talk proposals along with some tips for delivering a successful presentation.

Overcoming Imposter Syndrome to Become a Conference Speaker!

Dawn Foster

As an employee, it can be difficult to strike the right balance between the needs of the company and the needs of the open source Kubernetes project. This can create friction and put significant pressure on employees who participate in Kubernetes on behalf of their company when the needs of the individual, the company, and the community are not aligned. This talk will focus on ways to create this alignment between individuals, companies, and the community required to be successful participants in Kubernetes.

Be a Good Corporate Citizen in Kubernetes

Dawn Foster

Being a Good Corporate Citizen in Open Source

Dawn Foster

http://continuouslifecycle.de/veranstaltung-4846-building-microservices-in-the-cloud-at-autoscout24.html?id=4846 Fed up with stop and go in your data center? Why not shift into overdrive and pull into the fast lane? Learn how AutoScout24 are building their Autobahn in the cloud to become the market leader in Europe's vehicle classified business. Reinventing themselves by making a radical transition from monoliths to microservices, from .NET on Windows to Scala on Linux, from data center to AWS and from built by devs and run by ops to a devops mindset. While the current stack keeps running, ever more microservices will go live as you listen to stories from the trenches.

Building Microservices in the cloud at AutoScout24

Christian Deger

UK WVD User Group January 2021 Slides

Neil McLoughlin

This presentation covers key aspects of Dual Track Agile and provides real-world examples and case studies. It also gives some background on the Discovery and Framing framework and is meant for practitioners who have been using Lean-Agile methodology for at least a year. While the slides do not describe UCD (User-Centered Design), Pair Programming, TDD (Test Driven Development), or DDD (Domain Driven Development), these concepts are assumed in the approach. That's how VMware Pivotal builds great products. The approach described here is only ideal for Lean-Agile methodology.

Dual-Track Agile at Scale

Soumeya Benghanem

Shift Left for More Secure Apps with F5 NGINX

NGINX, Inc.

With everything going on in DevOps, I think we can safely say that building pipelines is the way to deploy your applications to production. But knowing what you deploy to production and whether it is actually okay needs more data, like security checks, performance checks, and budget checks. We’ve come up with a process for that, which we call Continuous Verification “A process of querying external systems and using information from the response to make decisions to improve the development and deployment process.” In this session, we’ll look at extending an existing CI/CD pipeline with checks for security, performance, and cost to make a decision on whether we want to deploy our app or not.

Data Driven Decisions in DevOps

Leon Stigter

Fed up with stop and go in your data center? Why not shift into overdrive and pull into the fast lane? Learn how AutoScout24 are building their Autobahn in the cloud to become the market leader in Europe's vehicle classified business. Reinventing themselves by making a radical transition from monoliths to microservices, from .NET on Windows to Scala on Linux, from data center to AWS and from built by devs and run by ops to a devops mindset. While the current stack keeps running, ever more microservices will go live as you listen to stories from the trenches. Key takeaways from this talk includes: How to... … become cloud native … evolve the architecture … create “you build it you run it” teams … involve business people in the transformation

Highway to heaven - Microservices Meetup Dublin

Christian Deger

New Capabilities and Product Strategy for .NET on PCF

VMware Tanzu

Quebec - 16 November 2022 - Canada CNCF Meetups.pdf

prune1

Picking Up the Pieces: How Campaigns Can Help Us Better Track Groups

Adam Pennington

Agile4 com method-uk_v3.675

all2com

Semelhante a CHAOSS Metrics Overview and Examples (20)

Collaborative Leadership: Governance Beyond Company Affiliation

Is this Open Source Project Healthy or Lifeless?

Measuring Project Health at VMware

Navigating Open Source Risk

GitHub API 101 with Python and Jupyter Notebooks

Overcoming Imposter Syndrome to Become a Conference Speaker!

Be a Good Corporate Citizen in Kubernetes

Being a Good Corporate Citizen in Open Source

Building Microservices in the cloud at AutoScout24

UK WVD User Group January 2021 Slides

Dual-Track Agile at Scale

Shift Left for More Secure Apps with F5 NGINX

Data Driven Decisions in DevOps

Highway to heaven - Microservices Meetup Dublin

New Capabilities and Product Strategy for .NET on PCF

Quebec - 16 November 2022 - Canada CNCF Meetups.pdf

Picking Up the Pieces: How Campaigns Can Help Us Better Track Groups

Agile4 com method-uk_v3.675

Mais de Dawn Foster

While there is quite a bit of data about the people and companies who commit Linux kernel code, there isn’t much data about how people work together on the kernel mailing lists where they decide what patches will be accepted. Using a few of the top subsystem mailing lists as examples, Dawn Foster will share her PhD research into how people collaborate on the kernel mailing lists, including network visualizations of mailing list interactions between contributors. You can expect to learn more about the people, their employers, and other data that impacts how people participate on the mailing lists. For example, do timezones influence collaboration? How about source code contributions? Dawn will also give a brief overview of her 20+ year career both before and after going back to school to get her PhD along with some information about her involvement in OpenUK.

Collaboration in Linux Kernel Mailing Lists

Dawn Foster

Your company has just started an open source project, but where is the community? This talk provides practical tips and suggestions along with what not to do when building a community around your company’s open source project. Building a community around your company’s open source project is no easy task, and there is no magic bullet or one size fits all solution. However, there are some things that you can do (or not do) to increase the chances of successfully building a community for your project. A few of the dos and don’ts covered in this talk include: * Planning and product management: Do use a transparent process in the open with tools that allow anyone to participate. Don’t use your internal tools and private meetings to make all of the decisions. * Encourage participation: Do be proactive about helping community members contribute in meaningful ways. Don’t inadvertently set the expectation that employees will be the ones always answering questions and making decisions. * Be honest: Do be honest with yourselves about where and how you prefer to have community members contribute. Don’t encourage people to contribute in areas where you are less likely to accept outside contributions. * Managing contributions: Do have enough people trained in how to provide constructive feedback to manage the flow of incoming community contributions. Don’t assume that your existing developers have the time and skills to magically perform this difficult function. The audience will walk away with practical advice about building communities for corporate open source projects.

Building Community for your Company’s OSS Projects

Dawn Foster

Your company has just started an open source project, but where is the community? This talk provides practical tips and suggestions along with what not to do when building a community around your company’s open source project. Building a community around your company’s open source project is no easy task, and there is no magic bullet or one size fits all solution. However, there are some things that you can do (or not do) to increase the chances of successfully building a community for your project. A few of the dos and don’ts covered in this talk include: Planning and product management: Do use a transparent process in the open with tools that allow anyone to participate. Don’t use your internal tools and private meetings to make all of the decisions. Encourage participation: Do be proactive about helping community members contribute in meaningful ways. Don’t inadvertently set the expectation that employees will be the ones always answering questions and making decisions. Be honest: Do be honest with yourselves about where and how you prefer to have community members contribute. Don’t encourage people to contribute in areas where you are less likely to accept outside contributions. Managing contributions: Do have enough people trained in how to provide constructive feedback to manage the flow of incoming community contributions. Don’t assume that your existing developers have the time and skills to magically perform this difficult function. The audience will walk away with practical advice about building communities for corporate open source projects.

Building Community for your Company’s OSS Project

Dawn Foster

Bad hiring managers refer to massive lists of nice-to-haves as requirements, which encourages incompetent blowhards to apply. They hire ninjas who sneak around and rock stars with huge egos. Over Dawn’s 20+ year career in technology and OSS, she has seen many terrible hiring practices at various tech companies. This Ignite talk is a slightly snarky view into what it takes to be a terrible hiring manager.

How to be a terrible hiring manager

Dawn Foster

Joint talk at KubeCon San Diego 2019 with Jorge Castro. You’re new to Kubernetes and interested in contributing, but when you start poking through the community pages, you find a bunch of SIGs and so many meetings. What’s a SIG? Where should you start? Which meetings should you attend? How can you participate? In this talk, Jorge and Dawn from SIG Contributor Experience will live out a week within the Kubernetes community by walking the audience through what happens in this busy community. As part of the day by day tour of the community, we will cover: * Getting started and locating meeting calendars * Finding and participating in SIGs * Attending meetings and what to expect * How to get involved * Where to get help New contributors, users interested in contributing, engineering managers whose teams are contributing, and anyone interested in learning about new ways to get involved in the Kubernetes community will benefit from attending.

A week in the Life of Kubernetes

Dawn Foster

Collaboration within open source projects is becoming increasingly important for companies, but it can be difficult to strike the right balance between the needs of the company and the open source project. This can create friction and put significant pressure on employees who participate on behalf of their company when the needs of the individual, the company, and the community are not aligned. This talk will focus on ways to create this alignment between individuals, companies, and the community to help all of us be successful together. The talk covers: * Dynamics of collaboration in open source projects between individuals, companies, and communities. * Strategies for participating in ways that will benefit your company, your employees, and the community. * Tips for being a good corporate citizen as you contribute to open source projects. This presentation is primarily for open source program offices, but community managers and other OSS contributors would also benefit.

Open Source Collaboration and Companies: Finding the Right Balance

Dawn Foster

Collaboration within open source projects and other communities is becoming increasingly important for companies, but it can be difficult to strike the right strategic balance between the needs of the company and the community. This can create friction and put significant pressure on employees who participate on behalf of their company when the needs of the individual, the company, and the community are not strategically aligned. This talk will focus on ways to create this strategic alignment between individuals, companies, and the community to help all of us be successful together.

Strategies to Balance the Needs of the Company and the Community

Dawn Foster

Being a Good Corporate Citizen in Open Source

Dawn Foster

Open Source Collaboration and Companies: Finding the Right Balance

Dawn Foster

You probably know that community metrics are important, but how do you come up with a plan and figure out what you want to measure? Most open source projects have a very diverse community infrastructure with some combination of code repositories, chat, mailing lists, wikis, forums, and more. Deciding where to focus and what to measure across these many technologies can be a challenge. What you measure can have a huge impact on behavior within the community, and you want to make sure that you are encouraging people to contribute in sane ways by measuring the activities that matter for your project. This presentation will cover how you decide what to measure and provide some examples.

Building a Community Metrics Strategy FOSDEM 2019

Dawn Foster

Collaboration within open source projects is becoming increasingly important for most companies, but it can be difficult to strike the right balance between the needs of the company and the open source project. Dawn Foster works on open source software strategy at Pivotal and has 20+ years of experience leading open source software initiatives at companies like Puppet Labs, Intel, and Jive Software. Her talk will focus on how companies can develop a successful strategy for participation and collaboration in open source projects, including how to be a good corporate citizen.

Open Source Collaboration: Finding the right balance

Dawn Foster

While there is quite a bit of data about the people and companies who commit Linux kernel code, there isn't much data about how people work together on the kernel mailing lists where they decide what patches will be accepted. Using a few of the top subsystem mailing lists as examples, Dawn Foster will share her research into how people collaborate on the kernel mailing lists, including network visualizations of mailing list interactions between contributors. You can expect to learn more about the people, their employers, and other data that impacts how people participate on the mailing lists. For example, do timezones influence collaboration? How about source code contributions? An early look at this data was presented last year, but more results are available after another year of research, so this session will draw examples from different subsystem mailing lists and explore new results.

Collaboration in Linux Kernel mailing lists

Dawn Foster

Collaboration in inux Kernel Mailing Lists 2018

Dawn Foster

Collaboration in Linux kernel Mailing Lists

Dawn Foster

Dawn Foster, Guido Conaldi, Riccardo De Vita University of Greenwich Centre for Business Network Analysis http://www.gre.ac.uk/business/research/centres/cbna/home Presented at the Third European Conference on Social Networks (EUSN) Mainz, Germany on 27 September 2017 This study investigates collaboration in an open source software community using proximity theory as the theoretical lens with social network analysis and modeling of activities over time to predict collaboration. Actors in this study are part of the Linux kernel community where they collaborate on one or more sub-projects using mailing lists as the primary method of collaboration. Collaboration occurs in real-time between actors that contribute to multiple sub-projects, work for firms that pay them to contribute to the Linux kernel, and are working virtually from locations across the globe. This complex setting can be better understood by using several dimensions of proximity: organizational, cognitive, institutional, social, and geographical. Collaboration is analysed using data from source code contributions and mailing list participation. Open source software is developed in the open where anyone can view the source code and anyone with the knowledge to do so can contribute to the project. With no central group responsible for coordination of tasks, collaboration on the development of this software is emergent. Because people from around the world work on these projects together using online tools with publicly accessible interactions between people, it is a relevant setting for using social network analysis to understand and model network relationships.

Understanding Collaboration in Fluid Organizations, a Proximity Approach

Dawn Foster

Collaboration in Linux Kernel Mailing Lists

Dawn Foster

Mais de Dawn Foster (16)

Collaboration in Linux Kernel Mailing Lists

Building Community for your Company’s OSS Projects

Building Community for your Company’s OSS Project

How to be a terrible hiring manager

A week in the Life of Kubernetes

Open Source Collaboration and Companies: Finding the Right Balance

Strategies to Balance the Needs of the Company and the Community

Being a Good Corporate Citizen in Open Source

Open Source Collaboration and Companies: Finding the Right Balance

Building a Community Metrics Strategy FOSDEM 2019

Open Source Collaboration: Finding the right balance

Collaboration in Linux Kernel mailing lists

Collaboration in inux Kernel Mailing Lists 2018

Collaboration in Linux kernel Mailing Lists

Understanding Collaboration in Fluid Organizations, a Proximity Approach

Collaboration in Linux Kernel Mailing Lists

Último

%in tembisa+277-882-255-28 abortion pills for sale in tembisa

masabamasaba

MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...

Jittipong Loespradit

%in kempton park+277-882-255-28 abortion pills for sale in kempton park

masabamasaba

HR Software Buyers Guide in 2024 - HRSoftware.com

Fatema Valibhai

Investing in AI transformation today The modern business advantage: Uncovering deep insights with AI Organizations around the world have come to recognize AI as the transformative technology that enables them to gain real business advantage. AI’s ability to organize vast quantities of data allows those who implement it to uncover deep business insights, augment human expertise, drive operational efficiency, transform their products, and better serve their customers

Microsoft AI Transformation Partner Playbook.pdf

Willy Marroquin (WillyDevNET)

In the past six months, the AI landscape has undergone a massive transformation, ushering in a new era of productivity with the latest in Large Language Models (LLMs) and AI technology. This deep dive unlocks how to: Create CustomGPT Models: No coding needed to tailor AI for your unique projects. Integrate your own data, including PDFs and Excel sheets, making information handling a breeze. Plus, discover how to call your own actions/integrations for even more personalized utility. Navigate Advanced Prompting: Overcome AI's memory limits and utilize Retrieval-Augmented Generation for accessing your personalized data, streamlining how you interact with AI. Stay Ahead with AI Trends: Peek into the evolving world of LLMs, featuring newcomers like Google Gemini, Anthropic Claude, Open Sora, and Twitter Grok, and understand what their advancements mean for your productivity. Witness Real-Life Transformations: Through examples and prompt demonstrations, see firsthand how these AI strategies revolutionize routine tasks, from data analysis to content creation. Learn to leverage image output and input for advanced practical use cases, adding a new dimension to your productivity toolkit. No previous coding or AI experience is needed for this talk. Stay ahead in the fast-evolving world of work. Embrace the AI revolution and transform your workflow with advanced LLM techniques. Join us to ensure you're not left behind in the productivity race.

AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques

VictorSzoltysek

ManageIQ - Sprint 236 Review - Slide Deck

ManageIQ

Model Call Girl Services in Delhi reach out to us at 🔝 9953056974 🔝✔️✔️ Our agency presents a selection of young, charming call girls available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives, College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Delhi ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 9953056974 🔝. for details Operating 24/7, we serve various locations in Delhi, including Green Park, Lajpat Nagar, Saket, and Hauz Khas near metro stations. For premium call girl services in Delhi 🔝 9953056974 🔝. Thank you for considering us!

CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE

9953056974 Low Rate Call Girls In Saket, Delhi NCR

Conference: Engage2024 in Antwerp Type: Workshop Speakers: Florian Vogler, Henning Kunz, Christoph Adler Title: Navigating the Future with The Hitchhiker's Guide to Notes and Domino 14 Abstract: Embark on an exhilarating journey with industry trailblazers Florian Vogler, Henning Kunz, and Christoph Adler in this not-to-be-missed workshop at the forefront of the tech universe. Get ready for a thrilling kick-off as we navigate the current state of the HCL universe, setting the stage for an exploration of the groundbreaking Notes and Domino 14. Discover the latest enhancements and revolutionary features that will redefine your experience. In this interactive session, unlock a treasure trove of tips and tricks to elevate your utilization of version 14, both with and without the game-changing panagenda MarvelClient. Brace yourself for also diving into Nomad, Nomad Web, and VoltMX, expanding your horizons in the expansive HCL landscape. Be a part of this exclusive opportunity to stay ahead in the ever-evolving world of HCL technologies. Your journey to mastering Notes and Domino 14 begins here. And remember, in the spirit of intergalactic exploration, don't forget to bring your towel!

W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...

panagenda

Test automation is a cornerstone of software development and quality assurance in today's rapidly evolving digital landscape. Its significance cannot be overstated. Businesses can enhance efficiency, productivity, and accelerate software delivery to market through automation, streamlining testing processes effectively. This comprehensive guide addresses the best practices for test automation in 2024. It offers a detailed checklist to empower you to optimize your automation efforts and maintain a competitive edge.

The Ultimate Test Automation Guide_ Best Practices and Tips.pdf

kalichargn70th171

Chinsurah Escorts ☎️8617697112 Starting From 5K to 15K High Profile Escorts In Chinsurah ❤Personal Whatsapp Number Chinsurah Call Girls 8617697112 💦✅. Chinsurah escorts we are avaliable for our all types budget customers with offer great deals in Chinsurah.Call Now our Chinsurah escort service & call girls ... Independent call girls in Chinsurah escorts available 24 hours a day for discreet incall and outcall bookings from trusted call girls - Elis.in. Nitya salvi Chinsurah escorts service agency # Are you looking for sexy call girls ? Call our agency to get you dream independent call girl, ... One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Flexibility Choices and options Lists of many beauty fantasies Turn your dream into reality Perfect companionship Cheap and convenient In-call and Out-call services And many more. WhatsApp Chat: 📞 8617697112 Visit The Website : https://www.nityasalvi.com/

Chinsurah Escorts ☎️8617697112 Starting From 5K to 15K High Profile Escorts ...

Nitya salvi

At TECUNIQUE, we're a stable and steadily growing Indian software services company with over 14 years of industry experience. Specializing in offshore software development and quality assurance services, we've built a reputation for delivering unique and effective solutions to start-ups, software development companies, enterprises, and digital agencies. We pride ourselves on our commitment to excellence and innovation. By blending insightful business domain knowledge with exceptional technical prowess, we craft tailor-made solutions that meet the unique needs of our clients. Our dedicated teams are adept in specific technologies, ensuring seamless integration of skills and delivering reliable, scalable, and high-quality software solutions aligned with our clients' preferences. Bespoke Dedicated Teams: Crafted to meet your specific needs and technology preferences, our dedicated teams are committed to delivering top-notch software solutions. Offshore Software Development: Accelerate your software development and scale up quickly with our 12+ years of expertise in offshore development. Quality Assurance Services: Ensure the quality of your software products with our dedicated teams of experienced QA professionals. IT Staff Augmentation: Overcome skill gaps with our client-centric software team, offering staff augmentation services. Expert Software Services: Unlock our capabilities in custom software development, product development, and quality assurance. Mission and Vision: Our mission at TECUNIQUE is to be the catalyst for our clients' success in the dynamic domain of software development. Rooted in our core values of respect, authenticity, and responsibility, we strive to ease the software outsourcing experience, reducing both time and cost to market for our clients. We envision ourselves as the leading Indian software services company, renowned for our unwavering commitment to excellence and innovation. www.tecunique.com

TECUNIQUE: Success Stories: IT Service provider

mohitmore19

LEVEL 5 - SESSION 1 2023 (1).pptx - PDF 123456

KiaraTiradoMicha

(Vivek)Call Us, 8448380779,Call girls in Delhi NCr – We Offer best in class call girls. escort Service At Affordable Price At low Rate with Space Night 8000 We Are One Of The Oldest Escort and Call girls Agencies in Delhi. You Will Find That Our Female Escorts Are Full Of Fun, Sexy And They Would Love Enjoy Your Company. We Have A Fantastic Selection Of Escort Ladies Available For In-Calls As Well As Out-Calls. Our Escorts Are Not Only Beautiful But All Have Great Personalities Making Them The Perfect Companion For Any Occasion. In-Call:- You Can Come At Our Place in Delhi Our place Which Is Very Clean Hygienic 100% safe Accommodation. Out-Call:- You have To Come Pick The Girl From My Place We Are Also Provide Door Step Services (Delhi Ncr, Noida, Gurgaon, Faridabad, Ghaziabad Note:- Pic Collectors Time Passers Bargainers Stay Away As We Respect The Value For Your Money Time And Expect The Same From You Hygienic:- Full Ac room And Clean Rooms Available In Hotel 24 * 7 Hourly In Delhi NCR More Details, With WhatsApp Number, +91-8448380779

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️

Delhi Call girls

Sector 18, Noida Call girls :8448380779 Model Escorts | 100% verified

Delhi Call girls

Craft an AI & Machine Learning Pitch with our Editable Professional PowerPoint Template. Ignite your AI & Machine Learning pitch with our cutting-edge PowerPoint template tailored for the industry. Perfect for AI conferences, investor presentations, sales pitches to tech-focused companies, training sessions, and educational programs. - 20+ editable slides: Get a variety of options to choose from for your presentation. - Time-saving solution: Download, replace text/images with a few clicks. - User-friendly customization: Easy to use and personalize. - Modern and attractive design: Captivating visuals, sleek layout. - Tailored to your requirements: Fully alterable for customization. - Well-organized slides: Complete control over content. - Thematic specificity: Reflects healthcare industry with relevant graphics. - Showcase your business idea: Communicate value proposition effectively.

AI & Machine Learning Presentation Template

Presentation.STUDIO

Software Quality Assurance Interview Questions

Arshad QA

OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...

Shane Coughlan

In the realm of real-time applications, Large Language Models (LLMs) have long dominated language-centric tasks, while tools like OpenCV have excelled in the visual domain. However, the future (maybe) lies in the fusion of LLMs and deep learning, giving birth to the revolutionary concept of Large Action Models (LAMs). Imagine a world where AI not only comprehends language but mimics human actions on technology interfaces. For example, the Rabbit r1 device presented at CES 2024, driven by an AI operating system and LAM, brings this vision to life. It executes complex commands, leveraging GUIs with unprecedented ease. In this presentation, join me on a journey as a software engineer tinkering with WebRTC, Janus, and LLM/LAMs. Together, we’ll evaluate the current state of these AI technologies, unraveling the potential they hold for shaping the future of real-time applications.

Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications

Alberto González Trastoy

Unlocking the Future of AI Agents with Large Language Models

aagamshah0812

CHAOSS Metrics Overview and Examples

1. ©2022 VMware, Inc. @geekygirldawn CHAOSS Metrics Overview and Examples Epiverse June 7, 2022 Dr. Dawn M. Foster Director of OSS Community Strategy fosterd@vmware.com fastwonderblog.com Open Source at VMware @vmwopensource blogs.vmware.com/opensource

2. ©2022 VMware, Inc. @geekygirldawn 2 whoami • Geek, traveler, reader • 20+ yr tech career focused on community & open source (Intel, Puppet, Scale Factory, …) • CHAOSS Board and Maintainer • TODO Group Steering and OpenUK Board • CNCF TAG Contributor Strategy co-chair • PhD from the University of Greenwich focused on Linux kernel collaboration Photos by Mom, ,

3. @geekygirldawn Community Health Analytics Open Source Software https://chaoss.community/ https://github.com/chaoss

4. @geekygirldawn Financial Supporters

5. @geekygirldawn Why CHAOSS? Contributors, communities, and organizations Image by the CNCF CC BY-NC 2.0

6. @geekygirldawn Why CHAOSS? Photo by Kate Ter Haar - CC BY 2.0 Develop metrics and software that help people make decisions

7. @geekygirldawn GrimoireLab • Risk • DEI • Evolution • Value • Common CHAOSS Structure Software Metrics Programs • Metric Models • Badging • Mentorship

8. @geekygirldawn Metrics Definition Examples https://chaoss.community/metrics/ Common DEI Evolution Risk Value • Programming Language Distribution • Types of Contributions • Burstiness • Time to First Response • Time to Close • Organizational Diversity • Event Family Friendliness • Event Accessibility • Board / Council Diversity • Inclusive Leadership • Mentorship • Documentation Usability • Code Changes Commits • Change Requests Accepted • Change Request Duration • Issue Age • Inactive Contributors • New Contributors • Bus Factor • Elephant Factor • Defect Resolution Time • Test Coverage • Libyears • Upstream Code Dependencies • License Coverage • Academic Open Source Project Impact • Project Velocity • Project Recommendability • Job Opportunities • Organizational Influence • Labor Investment

17. ©2022 VMware, Inc. @geekygirldawn 17 Community management - GrimoireLab BMI: Backlog Management Index: # of closed issues / # of open ones. Measures efficiency closing issues. Lead time: the time expressed in days between the opening and closing of an issue. Shown in average.

19. @geekygirldawn Other Examples • Gender Diversity Analysis in the OpenStack Community (PDF) • Huawei uses CHAOSS to understand project health (podcast) • Rochester Institute of Technology OSPO metrics (podcast) • Google understanding the lifecycle of OSS projects (podcast) • Internews OSS Lightweight Needs Assessment Toolkit (podcast)

20. @geekygirldawn How to Get Involved • Participate with software, metrics, or a program • https://chaoss.community/participate/ • Twitter: @CHAOSSProj • YouTube: Search CHAOSS • Slack: CHAOSS Community

21. @geekygirldawn More Details https://chaoss.community/ https://github.com/chaoss

CHAOSS Metrics Overview and Examples

Recomendados

Recomendados

Mais conteúdo relacionado

Semelhante a CHAOSS Metrics Overview and Examples

Semelhante a CHAOSS Metrics Overview and Examples (20)

Mais de Dawn Foster

Mais de Dawn Foster (16)

Último

Último (20)

CHAOSS Metrics Overview and Examples